时间序列论文趋势 2023–2026

主要结论

• 时间序列论文从 2023 年的 272 篇增长到 2026 年的 876 篇，三年间扩大到约 3.2 倍。
• NeurIPS 是发时间序列论文最多的会议，2023–2026 年共 757 篇，占四个会议总量的 35%。
• 交叉方向里涨得最快的是多模态大模型：同时属于两个主题的论文从 2023 年的 6 篇增至 2026 年的 85 篇。
• 在「图与结构化数据」的 5 个主题里，它的 2026 年论文数排第 1；同组增长最快的分子建模是 2.7 倍，时间序列是 3.2 倍。

代表论文

按年份和会议均匀挑选，方便快速看到每一届的样貌

• NeurIPS 2026A Batched Hartigan's $k$-Means Clustering
• ICML 2026A Control-Theoretic View of Mamba on Stability and Robustness
• ICLR 2026A Single Architecture for Representing Invariance Under Any Space Group
• CVPR 2026Activation Matters Test-time Activated Negative Labels for OOD Detection with
• NeurIPS 2025Abstain Mask Retain Core: Time Series Prediction by Adaptive Masking Loss with Representation Consistency
• ICML 2025$K^2$VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting
• ICLR 2025A deep inverse-mapping model for a flapping robotic wing
• CVPR 2025Beyond Single-Modal Boundary: Cross-Modal Anomaly Detection through Visual Prototype and Harmonization
• NeurIPS 2024A Continuous-time Stochastic Gradient Descent Method for Continuous Data
• ICML 2024$S^2$IP-LLM: Semantic Space Informed Prompt Learning with LLM for Time Series Forecasting
• ICLR 2024ARM: Refining Multivariate Forecasting with Adaptive Temporal-Contextual Learning
• CVPR 2024Each Test Image Deserves A Specific Prompt: Continual Test-Time Adaptation for 2D Medical Image Segmentation
• NeurIPS 2023A Sublinear-Time Spectral Clustering Oracle with Improved Preprocessing Time
• ICML 2023Accounting For Informative Sampling When Learning to Forecast Treatment Outcomes Over Time
• ICLR 2023A Time Series is Worth 64 Words: Long-term Forecasting with Transformers
• CVPR 2023ActMAD: Activation Matching To Align Distributions for Test-Time-Training
• NeurIPS 2026A Locally Tokenized Generative Model for Robust Time-Series Watermarking
• ICML 2026ADHD Disease Detection Based on Short- and Long-Term Brain Function Encoding and Memory Graph Network
• ICLR 2026A Spectral-Grassmann Wasserstein metric for operator representations of dynamical systems
• CVPR 2026Continuous Exposure-Time Modeling for Realistic Atmospheric Turbulence Synthesis

全部时间序列论文

共 424 篇，第 1 / 9 页

1. CVPR 20244D Gaussian Splatting for Real-Time Dynamic Scene Rendering
2. CVPR 20244K4D: Real-Time 4D View Synthesis at 4K Resolution
3. CVPR 2024Accelerating Diffusion Sampling with Optimized Time Steps
4. CVPR 2024Adapting Visual-Language Models for Generalizable Anomaly Detection in Medical Images
5. CVPR 2024AETTA: Label-Free Accuracy Estimation for Test-Time Adaptation
6. CVPR 2024Backdoor Defense via Test-Time Detecting and Repairing
7. CVPR 2024Backpropagation-free Network for 3D Test-time Adaptation
8. CVPR 2024Benchmarking Implicit Neural Representation and Geometric Rendering in Real-Time RGB-D SLAM
9. CVPR 2024DETRs Beat YOLOs on Real-time Object Detection
10. CVPR 2024DiffMOT: A Real-time Diffusion-based Multiple Object Tracker with Non-linear Prediction
11. CVPR 2024Domain-Specific Block Selection and Paired-View Pseudo-Labeling for Online Test-Time Adaptation
12. CVPR 2024Each Test Image Deserves A Specific Prompt: Continual Test-Time Adaptation for 2D Medical Image Segmentation
13. CVPR 2024Error Detection in Egocentric Procedural Task Videos
14. CVPR 2024EventPS: Real-Time Photometric Stereo Using an Event Camera
15. CVPR 2024Gaussian-Flow: 4D Reconstruction with Dynamic 3D Gaussian Particle
16. CVPR 2024GDA: Generalized Diffusion for Robust Test-time Adaptation
17. CVPR 2024GLACE: Global Local Accelerated Coordinate Encoding
18. CVPR 2024HDRFlow: Real-Time HDR Video Reconstruction with Large Motions
19. CVPR 2024HMD-Poser: On-Device Real-time Human Motion Tracking from Scalable Sparse Observations
20. CVPR 2024Holoported Characters: Real-time Free-viewpoint Rendering of Humans from Sparse RGB Cameras
21. CVPR 2024Human Gaussian Splatting: Real-time Rendering of Animatable Avatars
22. CVPR 2024Hybrid Proposal Refiner: Revisiting DETR Series from the Faster R-CNN Perspective
23. CVPR 2024Hyperbolic Anomaly Detection
24. CVPR 2024Improved Self-Training for Test-Time Adaptation
25. CVPR 2024LaneCPP: Continuous 3D Lane Detection using Physical Priors
26. CVPR 2024LiDAR4D: Dynamic Neural Fields for Novel Space-time View LiDAR Synthesis
27. CVPR 2024Long-Tailed Anomaly Detection with Learnable Class Names
28. CVPR 2024Looking 3D: Anomaly Detection with 2D-3D Alignment
29. CVPR 2024MedBN: Robust Test-Time Adaptation against Malicious Test Samples
30. CVPR 2024Mirasol3B: A Multimodal Autoregressive Model for Time-Aligned and Contextual Modalities
31. CVPR 2024Model Adaptation for Time Constrained Embodied Control
32. CVPR 2024MonoCD: Monocular 3D Object Detection with Complementary Depths
33. CVPR 2024MULDE: Multiscale Log-Density Estimation via Denoising Score Matching for Video Anomaly Detection
34. CVPR 2024Multi-modal Learning for Geospatial Vegetation Forecasting
35. CVPR 2024Multimodal Industrial Anomaly Detection by Crossmodal Feature Mapping
36. CVPR 2024NC-TTT: A Noise Constrastive Approach for Test-Time Training
37. CVPR 2024Neural Super-Resolution for Real-time Rendering with Radiance Demodulation
38. CVPR 2024No Time to Train: Empowering Non-Parametric Networks for Few-shot 3D Scene Segmentation
39. CVPR 2024Photo-SLAM: Real-time Simultaneous Localization and Photorealistic Mapping for Monocular Stereo and RGB-D Cameras
40. CVPR 2024Plug and Play Active Learning for Object Detection
41. CVPR 2024ProxyCap: Real-time Monocular Full-body Capture in World Space via Human-Centric Proxy-to-Motion Learning
42. CVPR 2024RAM-Avatar: Real-time Photo-Realistic Avatar from Monocular Videos with Full-body Control
43. CVPR 2024Real-time Acquisition and Reconstruction of Dynamic Volumes with Neural Structured Illumination
44. CVPR 2024Real-Time Exposure Correction via Collaborative Transformations and Adaptive Sampling
45. CVPR 2024Real-Time Neural BRDF with Spherically Distributed Primitives
46. CVPR 2024Real-Time Simulated Avatar from Head-Mounted Sensors
47. CVPR 2024RealNet: A Feature Selection Network with Realistic Synthetic Anomaly for Anomaly Detection
48. CVPR 2024Resolution Limit of Single-Photon LiDAR
49. CVPR 2024Robust Overfitting Does Matter: Test-Time Adversarial Purification With FGSM
50. CVPR 2024RTMO: Towards High-Performance One-Stage Real-Time Multi-Person Pose Estimation

常见问题

2023–2026 年四大会议一共有多少篇时间序列论文？

共 2,157 篇，按年份分别是 2023 年 272 篇、2024 年 424 篇、2025 年 585 篇、2026 年 876 篇。

NeurIPS 2026 有多少篇时间序列论文？

NeurIPS 2026 有 298 篇时间序列论文，上一届是 221 篇。

ICLR 2026 有多少篇时间序列论文？

ICLR 2026 有 220 篇时间序列论文，上一届是 131 篇。

ICML 2026 有多少篇时间序列论文？

ICML 2026 有 264 篇时间序列论文，上一届是 159 篇。

CVPR 2026 有多少篇时间序列论文？

CVPR 2026 有 94 篇时间序列论文，上一届是 74 篇。

哪个会议的时间序列论文最多？

NeurIPS，2023–2026 年共 757 篇。